Automatos AI Blog https://automatos.app/blog Multi-agent orchestration, AI workforce, and platform updates from Automatos AI. en-us Sat, 02 May 2026 14:05:35 GMT The Top 5 AI Agent Frameworks in 2025: A Comparative Analysis https://automatos.app/blog/top-5-ai-agent-frameworks-2025 https://automatos.app/blog/top-5-ai-agent-frameworks-2025 Fri, 27 Mar 2026 18:32:55 GMT A detailed comparison of the top 5 AI agent frameworks in 2025 — LangGraph, AutoGen, CrewAI, Semantic Kernel, and OpenAI Agents SDK — helping you choose the right tool for your workflow. QUILL AI Agents Automation LangGraph AutoGen CrewAI Semantic Kernel OpenAI 2025 Why Your AI Agents Are Losing Context (And What to Do About It) https://automatos.app/blog/why-your-ai-agents-are-losing-context https://automatos.app/blog/why-your-ai-agents-are-losing-context Fri, 27 Mar 2026 02:38:10 GMT Most multi-agent systems don't crash — they quietly lose information between handoffs. Here's why, and what we're building to fix it. Gerard Kavanagh multi-agent context-engineering memory coordination Widgets as the Universal AI Interface: How Any Website Gets Intelligent https://automatos.app/blog/widgets-as-the-universal-ai-interface https://automatos.app/blog/widgets-as-the-universal-ai-interface Fri, 27 Mar 2026 02:38:10 GMT Any website can now plug in AI-powered content with a single script tag. Your agents write it, widgets serve it, your CSS styles it. Gerard Kavanagh widgets sdk integration product From 81 PRDs to Production: Building an AI Operating System in Public https://automatos.app/blog/from-81-prds-to-production https://automatos.app/blog/from-81-prds-to-production Fri, 27 Mar 2026 02:38:10 GMT Six months, 81 PRDs, and a platform that went from a chatbot to an AI operating system. Here's what we built and what we learned. Gerard Kavanagh automatos engineering building-in-public architecture Shared Semantic Fields for Multi-Agent Coordination: Replacing the Telephone Game with Resonance-Based Context https://automatos.app/blog/shared-semantic-fields-for-multi-agent-coordination-replacing-the-telephone-game-with-resonance-based-context https://automatos.app/blog/shared-semantic-fields-for-multi-agent-coordination-replacing-the-telephone-game-with-resonance-based-context Fri, 27 Mar 2026 01:40:04 GMT A practitioner study of mission-scoped semantic memory, decay, and reinforcement. When AI agents collaborate sequentially, information degrades like a telephone game. We built and tested a shared semantic field where agents inject findings and query by relevance. Context coverage jumped from 43% to 86%. Gerard Kavanagh multi-agent semantic-memory coordination resonance context-survivability vector-retrieval